{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'jieba'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-4abedd09bf2a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mxlrd\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mjieba\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mposseg\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpsg\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mjieba\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0manalyse\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0manalyse\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'jieba'"
     ]
    }
   ],
   "source": [
    "import codecs\n",
    "import xlrd\n",
    "import numpy as np\n",
    "import jieba.posseg as psg\n",
    "import jieba.analyse as analyse\n",
    "\n",
    "import gensim\n",
    "from collections import Counter\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "from wordcloud import WordCloud   #词云包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取语料\n",
    "def get_excelRC(dir, n=0):\n",
    "    \"\"\"\n",
    "    读取文本的行列\n",
    "    n： 第几个sheet, 默认第一个\n",
    "    :return:\n",
    "    \"\"\"\n",
    "    data = xlrd.open_workbook(dir)\n",
    "    table = data.sheets()[n]\n",
    "    nrows = table.nrows  # 行数\n",
    "    ncols = table.ncols  # 列数\n",
    "\n",
    "    return table, nrows, ncols\n",
    "\n",
    "def get_frame():\n",
    "    \"\"\"\n",
    "    读取文本，返回内容列表及时间代码列表\n",
    "    \"\"\"\n",
    "    dir_frame = \"./data/MD&A.xlsx\"\n",
    "    table, nrows, ncols = get_excelRC(dir_frame)\n",
    "    start = 1    # 开始的行\n",
    "    end = nrows  # 结束的行\n",
    "    list_ctHandle = []\n",
    "    list_stkcd = []\n",
    "    for x in range(start, end):\n",
    "        row = table.row_values(x)\n",
    "        if len(row[4]) != 0:   # 去掉没有内容的部分\n",
    "            list_stkcd.append(str(row[1]) + '_' + str(row[2]))  # 股票代码列表\n",
    "            list_ctHandle.append(row[4])  # 文本内容列表\n",
    "    return list_ctHandle, list_stkcd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['\\r\\n年，国家积极推动供给侧结构性改革，改革初步取得成效，国内经济稳中有进。央行继续\\r\\n实施稳健的货币政策，调控工具更趋灵活，宏观审慎管理架构不断完善。为适应外部经济形势，本\\r\\n行积极谋求转型，制定了全面向零售银行转型的战略目标：打造以“（社交媒体客户端应用程\\r\\n序远程服务团队）智能主账户”为核心的智能化、移动化、专业化的零售银行服务；坚持“三化\\r\\n两轻（行业化、专业化、投行化、轻资产、轻资本）”的大对公业务经营思路，促进公司、同业协\\r\\n同发展；实施公私联动，为零售业务发展提供配套支持。\\r\\n在由金融时报社主办的“中国金融机构金牌榜·金龙奖”评选中，本行连续三年荣获“年度\\r\\n最佳股份制银行”大奖，并蝉联“年度十佳互联网金融创新银行”奖项。在由《经济观察报》主办\\r\\n的“中国卓越金融奖”评选中，本行荣获“年度卓越零售银行”奖项。此外，本行先后获得“\\r\\n中国企业未来强•新兴银行”奖、第十六届中国上市公司百强高峰论坛“中国百强企业奖”和“中\\r\\n国创新企业奖”、第十二届中国上市公司董事会金圆桌奖“优秀董事会”等荣誉。\\r\\n年，全行经营情况具有以下特点：\\r\\n（一）规模平稳增长，收益保持稳健\\r\\n年末，本行资产总额亿元，较年初增长。存款基础不断夯实，期末吸收\\r\\n存款余额亿元，较年初增加亿元，增幅；存款结构持续优化，活期存款（不\\r\\n含保证金）日均余额占比较上年提升个百分点。本行适应市场变化，积极营销优质项目，贷款增\\r\\n速领先市场，发放贷款和垫款总额（含贴现）亿元，较年初增幅。\\r\\n年实现营业收入亿元，同比增长，其中非利息净收入亿元，同比增\\r\\n长，主要来自信用卡、理财等手续费收入的增加；准备前营业利润亿元，同比增长；\\r\\n净利润亿元，同比增长，盈利能力保持稳定。\\r\\n经营效率持续优化，成本收入比，同比下降个百分点；在本实施营改增\\r\\n的影响下，利差息差仍保持稳定，年本行净利差为、净息差为。\\r\\n（二）深化改革与创新，打造智能化零售银行\\r\\n本行继续深化零售大事业部制改革，通过客户迁徙和科技创新，加速打造具有平安特色的智能\\r\\n年末，本行零售客户数万户，较年初增长；管理个人客户资产快\\r\\n速增长，期末余额亿元，较年初增幅；零售贷款（，不含信用卡、小企业贷款）\\r\\n余额亿元，较年初增长；信用卡流通户数万户，较年初增长；信用\\r\\n卡总交易金额亿元，同比增长。依托业务增长，年零售业务（含信用卡）累\\r\\n计实现税后净利润亿元，同比增长。\\r\\n（三）践行“三化两轻”，推动公司业务发展\\r\\n本行通过整合公司、投行与资金同业业务，重构大对公板块，以“三化两轻”思路推动公司业\\r\\n务发展；坚持行业特色，积极践行（行业核心客户供应链、产业链、生态圈零售客户）\\r\\n行业金融模式，走“商行投行”道路。\\r\\n本行互联网金融战略成效日趋显著，年橙平台交易量万亿，同比增长；本行\\r\\n开发了业内首款黄金投资专属的“平安金”黄金银行；年资产托管净值余额万亿，资\\r\\n产管理日均规模亿元，同比大幅增长。\\r\\n（四）强化风险管理，拨备和清收力度持续加大\\r\\n本行持续优化信贷结构，严格管控增量业务风险，通过一系列措施，加大不良资产清收处置力\\r\\n度，加大拨备及核销力度，保持资产质量相对稳定。年本行计提的贷款减值损失为亿元、\\r\\n同比增幅，年末贷款减值准备余额为亿元、较年初增幅，拨贷比为、\\r\\n较年初上升个百分点，不良贷款率为，拨备覆盖率为。\\r\\n年，本行在特殊资产管理方面提高风险处置和快速化解能力，全年共收回不良资产总额\\r\\n亿元，其中信贷资产（贷款本金）亿元。收回的贷款本金中，已核销贷款亿元，未\\r\\n核销不良贷款亿元；收回额中为现金收回，其余为以物抵债等方式收回。\\r\\n（五）推进资本补充，合理配置网点布局\\r\\n本行推进资本补充，年月非公开发行亿元优先股、月发行亿元二级资本债券，\\r\\n分别用于补充其他一级资本和二级资本，为业务发展提供保障。\\r\\n本行合理配置网点布局，年度新增家分行、共家营业机构，截至年末本行共有\\r\\n家分行、共家营业机构。\\r\\n是否与经营情况讨论与分析中的概述披露相同\\r\\n参见“经营情况讨论与分析”中的“一、概述”相关内容。\\r\\n、营业收入构成及变动情况\\r\\n（货币单位：人民币百万元）\\r\\n其中：存放同业利息收入\\r\\n发放贷款和垫款利息收入\\r\\n向中央银行借款利息支出\\r\\n年，本行实现利息净收入亿元，同比增长，占营业收入的。利息净\\r\\n收入的增长，主要是生息资产规模增长所致。\\r\\n主要资产、负债项目的日均余额以及平均收益率或平均成本率的情况\\r\\n（货币单位：人民币百万元）\\r\\n受开始实施营改增价税分离、上年央行连续降息并放开存款利率上限的滞后影\\r\\n响，本年生息资产、付息负债平均利率同比下降，存贷差、净利差和净息差也有所降低。\\r\\n发放贷款和垫款日均余额及收益率\\r\\n（货币单位：人民币百万元）\\r\\n日均余额利息收入平均收益率日均余额利息收入平均收益率\\r\\n公司贷款类（不含贴现）\\r\\n日均余额利息收入平均收益率日均余额利息收入平均收益率\\r\\n公司贷款类（不含贴现）\\r\\n吸收存款日均余额及成本率\\r\\n（货币单位：人民币百万元）\\r\\n日均余额利息支出平均成本率日均余额利息支出平均成本率\\r\\n日均余额利息支出平均成本率日均余额利息支出平均成本率\\r\\n年，本行实现非利息净收入亿元，同比增长。其中，手续费及佣金净收入\\r\\n亿元，同比增长，主要来自银行卡、理财等业务手续费收入的增加，具体情况如下：\\r\\n（货币单位：人民币百万元）\\r\\n其他营业净收入包括投资收益、公允价值变动损益、汇兑损益及其他业务收入。年，本行\\r\\n其他营业净收入亿元，同比降幅，主要因票据等资产的转让价差减少。\\r\\n本行持续加强成本管控、提升投入产出效率。年，本行业务及管理费亿元、同比降\\r\\n幅，成本收入比（不含营业税）、同比下降个百分点。业务及管理费中，员工费\\r\\n用亿元、同比降幅，一般业务管理费用亿元、同比增长，折旧摊销和租\\r\\n金支出为亿元、同比增长。\\r\\n（货币单位：人民币百万元）\\r\\n项目年计提年计提本年同比增减\\r\\n买入返售金融资产上年为负\\r\\n可供出售金融资产不适用\\r\\n持有至到期投资上年为负\\r\\n（货币单位：人民币百万元）\\r\\n实际所得税税赋个百分点\\r\\n、营业收支的地区分部情况\\r\\n年，本行营业收支的地区分部情况详见“第十一节财务报告”中的“四经营分部信息”。\\r\\n（三）资产负债表项目分析\\r\\n（货币单位：人民币百万元）\\r\\n年末增减余额占比余额占比\\r\\n发放贷款和垫款减值准备\\r\\n现金及存放中央银行款项\\r\\n存放同业和其他金融机构款项\\r\\n拆出资金及买入返售金融资产\\r\\n注：“投资类金融资产”含资产负债表项目中的“以公允价值计量且其变动计入当期损益的金融资产、衍生金融\\r\\n资产、可供出售金融资产、持有至到期投资、应收款项类投资、长期股权投资”。\\r\\n发放贷款和垫款按产品分布情况\\r\\n（货币单位：人民币百万元）\\r\\n年末增减余额占比余额占比\\r\\n注：“其他”包括新一贷、持证抵押消费贷、小额消费贷款和其他保证或质押类的消费贷款。\\r\\n发放贷款和垫款按地区分布情况\\r\\n（货币单位：人民币百万元）\\r\\n年末增减余额占比余额占比\\r\\n发放贷款和垫款按行业分布情况\\r\\n（货币单位：人民币百万元）\\r\\n年末增减余额占比余额占比\\r\\n社会服务、科技、文化、卫生业\\r\\n发放贷款和垫款按担保方式分布情况\\r\\n（货币单位：人民币百万元）\\r\\n年末增减余额占比余额占比\\r\\n前十大贷款客户的贷款余额以及占贷款总额的比例\\r\\n年末，本行前十大贷款客户的贷款余额为亿元，占年末贷款余额的。其中：\\r\\n本行前五大贷款客户贷款余额亿元，占年末贷款余额的。本行前五大贷款客户中，关\\r\\n联方贷款余额为亿元，占年末贷款余额的，中国平安及其控股子公司拥有关联方的股\\r\\n权。本行前五大贷款客户中其他贷款客户与本行不存在关联关系。\\r\\n报告期应收利息和坏账准备的增减变动\\r\\n（货币单位：人民币百万元）\\r\\n（货币单位：人民币百万元）\\r\\n年末，本行应收利息较年初增加亿元，增幅，主要是生息资产规模增长等原\\r\\n因所致。本行对于贷款等生息资产的应收利息，在其到期天尚未收回时，冲减当期利息收入，转\\r\\n作表外核算，不计提坏账准备。\\r\\n本行于年月收购原平安银行时形成商誉，商誉余额亿元。\\r\\n（货币单位：人民币百万元）\\r\\n其他资产——抵债资产情况\\r\\n（货币单位：人民币百万元）\\r\\n（货币单位：人民币百万元）\\r\\n年末增减余额占比余额占比\\r\\n同业及其他金融机构存放款项\\r\\n以公允价值计量且其变动计入当期\\r\\n注：“其他”含报表项目中“应付账款、预计负债、其他负债”。\\r\\n吸收存款按客户类别分布情况\\r\\n（货币单位：人民币百万元）\\r\\n项目本年末比上年末增减\\r\\n吸收存款按地区分布情况\\r\\n（货币单位：人民币百万元）\\r\\n年末增减余额占比余额占比\\r\\n（货币单位：人民币百万元）\\r\\n项目年初数本年增加本年减少年末数\\r\\n年末，本行公允价值的计量方法及采用公允价值计量的项目详见“第十一节财务报告”中\\r\\n的“七风险披露金融工具的公允价值”与“十一其他重要事项以公允价值计量的资产和负债”。\\r\\n、截至报告期末的主要资产权利受限情况\\r\\n（货币单位：人民币百万元）\\r\\n末增减余额占比余额占比\\r\\n以公允价值计量且其变动计入当期\\r\\n、报告期内获取的重大的股权投资情况\\r\\n、报告期内正在进行的重大的非股权投资情况\\r\\n年末，本行所持金融债券（政策性银行债、各类普通金融债、次级金融债，不含企业债）\\r\\n账面价值为亿元，其中面值最大的十只金融债券有关情况如下：\\r\\n（货币单位：人民币百万元）\\r\\n债券名称面值票面年利率到期日减值准备\\r\\n、持有衍生金融工具情况\\r\\n报告期衍生品持仓的风险分析及控制措施说明\\r\\n（包括但不限于市场风险、流动性风险、操作\\r\\n本行在董事会确立的风险偏好和市场风险总体限额框架内，开展包括\\r\\n衍生产品的资金交易和投资业务。本行建立了有针对性的风险管理和内部\\r\\n控制体系，有效识别、计量、监测、报告和控制衍生品投资相关风险。\\r\\n已投资衍生品报告期内市场价格或产品公允价\\r\\n值变动的情况，对衍生品公允价值的分析应披\\r\\n露具体使用的方法及相关假设与参数的设定\\r\\n报告期内，本行已投资衍生品公允价值的变动在合理和可控制范围\\r\\n内。本行选择市场参与者普遍认同、且被以往市场实际交易价格验证具有\\r\\n可靠性的估值方法，以及市场可观察参数确定衍生产品公允价值。\\r\\n报告期公司衍生品的会计政策及会计核算具体\\r\\n原则与上一报告期相比是否发生重大变化的说\\r\\n本行根据《企业会计准则》制订衍生产品会计政策及会计核算办法，\\r\\n本报告期相关政策未发生重大变化。\\r\\n独立董事对公司衍生品投资及风险控制情况的\\r\\n本行衍生品交易业务是经监管机构批准的商业银行业务。本行设置了\\r\\n专门的风险管理机构，建立了有针对性的风险管理体系，有效管理衍生品\\r\\n衍生品投资的持仓情况表\\r\\n（货币单位：人民币百万元）\\r\\n合约种类年初合约金额(名义金额)\\r\\n注：衍生金融工具的合约金额是指所参考的标的物的合约金额，只体现交易量，但并不反映其风险。本行对衍生\\r\\n金融工具实施严格的风险限额管理，实际风险敞口较小。\\r\\n（货币单位：人民币百万元）\\r\\n募集资金总体使用情况说明\\r\\n本公司募集资金在扣除发行费用后已经全部用于补充本公司其他一级资本，与承诺的募集资金用途一致。\\r\\n（货币单位：人民币百万元）\\r\\n否不适用不适用不适用否\\r\\n公司报告期不存在募集资金变更项目情况。\\r\\n、本行未在报告期内发生及以前期间发生但持续到报告期的出售重大资产和股权事项。\\r\\n、主要控股参股公司分析\\r\\n主要子公司的经营情况及业绩分析\\r\\n参股其他上市公司的情况\\r\\n（货币单位：人民币百万元）\\r\\n证券代码证券简称初始投资\\r\\n参股非上市金融企业、拟上市公司的情况\\r\\n（货币单位：人民币百万元）\\r\\n被投资单位名称投资金额减值准备年末净值\\r\\n城市商业银行资金清算中心\\r\\n浙商银行股份有限公司(注)\\r\\n注：年，本行以抵债方式获得浙商银行股份有限公司内资股权万股。\\r\\n、公司控制的结构化主体情况\\r\\n年末，本行保本理财产品余额亿元，非保本理财产品余额亿元。本行结构\\r\\n化主体具体情况请参照“第十一节财务报告”中的“三、财务报表附注结构化主体”。\\r\\n（五）报告期末，可能对经营成果造成重大影响的表外项目的余额\\r\\n本行“信用承诺、租赁承诺、资本性支出承诺”等项目请参照“第十一节财务报告”中的“五、\\r\\n（六）比较式会计报表中变化幅度超过以上项目的分析\\r\\n项目名称变动比率变动原因分析\\r\\n贵金属交易性黄金租赁应收款增加\\r\\n存放同业款项同业资产业务结构调整\\r\\n以公允价值计量且其变动计入当期损益的金融资产投资规模增加\\r\\n买入返售金融资产同业资产业务结构调整\\r\\n应收款项类投资投资规模增加\\r\\n长期股权投资出售抵债股权\\r\\n固定资产房屋及建筑物增加\\r\\n递延所得税资产准备金产生的递延所得税资产增加\\r\\n向中央银行借款向中央银行卖出回购债券款增加\\r\\n拆入资金同业负债业务规模增加\\r\\n以公允价值计量且其变动计入当期损益的金融负债交易性黄金租赁应付款增加\\r\\n衍生金融负债外汇、贵金属衍生交易规模增加\\r\\n卖出回购金融资产款向同业卖出回购同业存单增加\\r\\n应交税费应交企业所得税增加\\r\\n应付账款基期数小，上年末为亿元\\r\\n预计负债基期数小，上年末为亿元\\r\\n其他权益工具不适用本年新增项目，月发行优先股\\r\\n手续费及佣金支出银行卡等手续费支出增加\\r\\n投资收益票据转让价差等减少\\r\\n公允价值变动损益交易性债券公允价值变动损益减少\\r\\n汇兑损益上年为负汇率波动导致汇兑损益增加\\r\\n税金及附加月日起执行营改增政策的影响\\r\\n资产减值损失贷款规模增加，风险抵御能力加强\\r\\n营业外收入基期数小，上年为亿元\\r\\n年，本行经营活动产生的现金流量净额亿元、同比增加亿元，主要为吸收存\\r\\n款和同业业务现金流入同比增加所致；投资活动产生的现金流量净额亿元、同比减少\\r\\n亿元，因投资活动产生的现金净流出同比增加；筹资活动产生的现金流量净额亿元、同比减\\r\\n少亿元，主要为发行和兑付同业存单产生的现金净流入减少。\\r\\n年，本行积极适应外部宏观经济环境，持续优化信贷结构，严格管控增量业务风险，防范\\r\\n和化解存量贷款可能出现的各类风险，通过一系列措施，加大不良资产清收处置力度，加大拨备及\\r\\n核销力度，保持资产质量相对稳定。\\r\\n、发放贷款和垫款五级分类情况\\r\\n（货币单位：人民币百万元）\\r\\n发放贷款和垫款减值准备\\r\\n年，受当前经济金融形势和企业经营管理能力等内外部因素影响，部分企业经营困难，融\\r\\n资能力下降，出现贷款逾期、欠息情况，不良和关注类贷款有所增长。本行多措并举，管好存量、\\r\\n严控增量，遏制资产质量下滑趋势，保持资产质量相对稳定。\\r\\n、发放贷款和垫款中，重组、逾期贷款情况\\r\\n（货币单位：人民币百万元）\\r\\n余额占贷款总额比余额占贷款总额比\\r\\n本金和利息逾期天以内贷款\\r\\n本金或利息逾期天以上贷款\\r\\n年末，本行重组贷款余额亿元，较年初增幅。本行成立问题授信管理\\r\\n专职小组，加大对问题授信企业的重组化解力度，逐步调整优化业务结构，最终实现缓释和化解授\\r\\n年末，本行逾期天以内贷款（含本金未逾期，利息逾期天以内贷款）余额\\r\\n亿元，较年初降幅；逾期天以上贷款（含本金未逾期，利息逾期天以上贷款）余额\\r\\n亿元，较年初增幅。本行新增逾期贷款大部分有抵质押品，并已采取各项措施，分类制定清\\r\\n收和重组转化方案，与各相关方积极沟通，共同做好风险管理和化解工作，目前整体风险可控。\\r\\n、发放贷款和垫款按行业划分的结构分布及质量情况\\r\\n（货币单位：人民币百万元）\\r\\n社会服务、科技、文化、卫生业\\r\\n报告期末，本行不良贷款主要集中在商业、制造业和零售贷款（含信用卡），占不良贷款总额的\\r\\n，其余行业不良率较低。本行零售贷款（含信用卡）不良较年初下降个百分点，主要是\\r\\n由于本行进一步优化业务方向、提高新客户准入标准，加大对优质客户的投放力度，有效提升新发\\r\\n放贷款质量；同时，本行通过加强风险监测预警、提前防控并化解潜在风险、强化催收、清收等多\\r\\n项举措持续改善资产质量。\\r\\n、发放贷款和垫款按地区划分的质量情况\\r\\n（货币单位：人民币百万元）\\r\\n报告期末，受外部经济环境影响，部分区域的贸易企业、低端制造业及民营中小企业抗风险能\\r\\n力差，出现资金链紧张、断裂、经营困难等情况，不良率有所上升。本行将加大不良资产清收化解\\r\\n力度，严控增量风险，保持资产质量相对稳定。\\r\\n、发放贷款和垫款按产品划分的结构分布及质量情况\\r\\n（货币单位：人民币百万元）\\r\\n其中：一般贷款个百分点\\r\\n其中：住房按揭贷款个百分点\\r\\n信用卡应收账款个百分点\\r\\n发放贷款和垫款总额个百分点\\r\\n注：“其他”包括新一贷、持证抵押消费贷、小额消费贷款和其他保证或质押类的消费贷款。\\r\\n报告期末，本行不良贷款率较年初上升个百分点，其中公司贷款不良率较年初上升个\\r\\n百分点，零售贷款不良率较年初下降个百分点，信用卡应收账款不良率较年初下降个百分\\r\\n公司不良贷款率上升主要是受宏观经济影响，本行部分民营中小企业、低端制造业等企业\\r\\n面临经营不善、利润下滑、融资困难等问题，导致企业出现资金链紧张、断裂、无力还款等情况。\\r\\n零售贷款方面，本行积极调整汽车贷款业务结构，适度调整风险准入政策，深入运用科学\\r\\n化风险计量工具及外部大数据，提高风险识别能力，整体风险稳定可控。本行进一步调整住房按揭\\r\\n贷款客群结构，加大对优质客户的投放力度，有效提升新发放贷款质量，按揭贷款不良率维持在较\\r\\n低的水平。本行通过主动调整经营性贷款业务经营策略、创新产品和风控手段，运用多种信贷科技\\r\\n管理工具，持续调整业务结构和产品组合，提升客户层级，有效控制新增业务风险。零售贷款整体\\r\\n本行贯彻全流程的信用卡业务风险管理理念，充分利用量化工具，有效管控风险。一方面，\\r\\n通过应用评分模型等科学工具全面优化风险管理策略，加大优质客户占比，有效改善新户获客结构，\\r\\n提高新户获客品质，并对存量客户余额结构进行有效调整，确保组合可持续发展；另一方面，通过\\r\\n优化催收策略和提高催收管理能力，不良资产清收能力有效提升。预计未来信用卡组合资产和风险\\r\\n水平持续平稳可控，收益可覆盖风险。\\r\\n、政府融资平台贷款情况\\r\\n年末，本行政府融资平台（含整改为一般公司类贷款和仍按平台管理贷款）贷款余额\\r\\n亿元、比年初增幅，占各项贷款余额的比例为、比年初下降个百分点。其中：从\\r\\n分类口径看，本行已整改为一般公司类贷款余额亿元，占各项贷款余额的比例为；仍\\r\\n按平台管理的贷款余额亿元，占各项贷款余额的比例为。\\r\\n本行着力调整平台贷款结构，绝大部分平台贷款为省级及省会城市平台贷款。本行平台贷款质\\r\\n量良好，目前无不良贷款。\\r\\n、贷款减值准备的变动情况\\r\\n本行根据借款人的还款能力、贷款本息的偿还情况、抵押、质押物的合理价值、担保人的实际\\r\\n担保能力和本行的贷款管理情况等因素，分析其五级分类情况并结合风险程度和回收的可能性，预\\r\\n期未来现金流的折现值等，以个别及组合形式从利润表合理提取贷款减值损失。\\r\\n（货币单位：人民币百万元）\\r\\n加：本年收回的已核销贷款\\r\\n减：本年处置资产时转出\\r\\n减：贷款因折现价值上升导致减少\\r\\n对已全额计提拨备的不良贷款，在符合核销认定条件并经过相关核销程序后进行核销，对于核\\r\\n销后的贷款按“账销案存、继续清收”的原则进行管理，由经营单位继续负责核销后贷款的清收与\\r\\n处置。收回已核销贷款时，先扣收本行垫付的应由贷款人承担的诉讼费用，剩余部分先抵减贷款本\\r\\n金，再抵减欠息。属于贷款本金部分将增加本行贷款减值准备，收回的利息和费用将增加当期利息\\r\\n本行贯彻中国银监会《绿色信贷指引》的原则，制定《平安银行绿色信贷指引》，执行绿色信贷\\r\\n分类管理，按照国际领先银行执行“赤道原则”的普遍做法，配置信贷资源，加大对低碳经济、循\\r\\n环经济、节能减排等绿色经济的支持力度，限制介入和严格控制不符合国家环保和产业政策的行业。\\r\\n本行制定《平安银行年风险政策指引》，对“两高一剩”行业和落后产能授信实行组合限\\r\\n额管理，合理控制信贷规模，继续严控“两高一剩”行业信贷投放，贷款占比逐步下降。严格控制\\r\\n高耗能、高污染业务风险。严防过剩行业风险、推动化解产能过剩，支持扩大有效需求、支持企业\\r\\n“走出去”、推进企业兼并重组、加大退出保全力度，实现“消化一批、转移一批、整合一批、淘汰\\r\\n一批”，优化信贷结构。严守国家行业政策合规底线，实行严格的授信目录管理政策，对属于《产业\\r\\n结构调整指导目录》淘汰类的项目、环保违法项目以及其他不符合国家节能减排政策规定和国家明\\r\\n确要求淘汰的落后产能的违规项目，不得提供任何形式的新增授信，已有授信要采取妥善措施确保\\r\\n债权安全收回。对高污染、高耗能行业采取严格的名单制管理，逐步压缩调整“两高一剩”授信余\\r\\n额，力争稳步提升绿色信贷投放。\\r\\n本行结合国家“十三五”规划、银监会《绿色信贷指引》及本行重点战略的要求，明确本行重\\r\\n点关注的绿色信贷业务边界，包括节能环保制造及服务行业、清洁能源行业、新能源汽车行业及绿\\r\\n色建筑行业，提出目标客户和授信方案指引；同时，成立绿色能源业务中心，在专营创新的基础上，\\r\\n推动全行新能源领域客户策略、整体产品方案设计，为客户提供专业化的综合金融服务，加大对符\\r\\n合产业升级方向的先进制造业及成长前景明确的新兴产业的支持力度，积极支持节能减排技术创新、\\r\\n技术改造、技术服务和产品推广，促进绿色信贷投放稳步有序提升。\\r\\n本行不断完善绿色信贷专项统计制度，进一步明确本行绿色信贷统计口径，对全行支持节能减\\r\\n排和淘汰落后产能信贷情况进行动态监控和定期专项统计，并将核查环保信息纳入信贷全流程管理。\\r\\n本行定期组织绿色信贷实施情况自评工作，从全行绿色信贷组织管理、政策制度及能力建设、\\r\\n流程管理、内控管理、信息披露、监督检查等方面定期开展绿色信贷自我评估，落实激励约束措施，\\r\\n并结合非现场监管和现场检查情况，全面评估绿色信贷成效，按照相关法律法规将评估结果作为授\\r\\n信评级、业务准入、人员履职评价的重要依据，确保绿色信贷持续有效开展，并加快建立绿色信贷\\r\\n考核评问责体系和奖惩机制。\\r\\n本行完善绿色信贷（环保）信息的沟通和披露机制，组织学习全行优秀绿色信贷案例，加强对\\r\\n绿色信贷价值导向的宣导工作，确保绿色信贷持续有效开展。\\r\\n三、主要业务讨论与分析\\r\\n年，本行继续深化零售大事业部制改革，通过客户迁徙和科技创新，加速打造平安特色的\\r\\n智能化零售银行。截至报告期末，零售存款余额与年初基本持平，零售贷款（含信用卡）余额较年\\r\\n初增长；管理个人客户资产快速增长，期末余额亿元，较年初增长。\\r\\n、客户数快速增长，迁徙与获客工作成效显著，客户服务持续提升\\r\\n客户数增长迅速，客户结构持续优化。截至报告期末，零售客户数万户，较年初增长\\r\\n，其中财富及以上客户（私财客户）、私行达标客户分别达万户、万户，较年初增\\r\\n长、。结算客户数万户，较年初增长。\\r\\n本行继续发挥集团和银行内外部资源优势，建立集团客户、行内小微与代发、信用卡客户、汽\\r\\n融和消费金融客户的迁徙平台。年迁徙平台贡献新入行客户万户，对全行新增客户贡献\\r\\n达；其中，新增财富客户数贡献达，新增资产贡献达。\\r\\n本行本着“以客户为中心”的经营理念，倾听客户之声，不断提升客户体验，在发布\\r\\n的“年中国零售银行客户满意度调研报告”中，荣获零售银行客户满意度第二名。\\r\\n、私行和财富、网络金融等渠道快速发展\\r\\n年，本行继续深化零售改革，建立了全新的私行与财富客户事业部（以下简称“私财事业\\r\\n部”）。转型后的私财事业部围绕客群经营，凭借集团综合金融、大数据平台和高度移动化的基础，\\r\\n搭建智能化经营平台，通过精准的客群细分、开放式的综合金融产品超市、全面的全球资产配置以\\r\\n及满足客户非金融需求的“金融”服务平台，实现客户的智能化经营；建立平安零售“智能改变金\\r\\n融，平安银行真的不一样”的核心价值主张，成为客户的智慧金融伙伴。\\r\\n智能化爱新客版分层分流平台一期成功上线，结合大数据平台，累计向网点推送潜力私财客\\r\\n户万名，促进私财客户增长万名、资产净增长亿元。爆款产品实时智能购买平台于\\r\\n月日升级上线，提供线上页面一键购买的功能，搭建（社交媒体客户端应用\\r\\n程序远程服务团队）拓展业务新模式。\\r\\n同时，私财事业部进一步落实“财富管理资产管理投行”的产品体系，加强与集团各子公司\\r\\n的沟通协作，进一步丰富产品线，满足新客和存量客户产品供应，制定针对渠道迁徙客户的产品策\\r\\n略，并落实推广。同时，全权委托及家族传承业务已起步并稳定增长。\\r\\n本行全面布局零售业务转型，以客户为中心，以成为客户的“金融管家”和“生活助手”为目\\r\\n标加快线上平台建设，以科技逐步助推智能银行体验。\\r\\n年，口袋银行采取敏捷开发模式，以快速推进版本迭代的方式不断优化客户体验，完善操\\r\\n作流程和功能。同时，全面推进移动工程建设，强化线上经营和营销能力，推动口袋银行由金融工\\r\\n具向运营平台转变。报告期内，口袋银行开放类户注册功能，支持客户绑定他行卡注册成为本行\\r\\n客户，同时实现与平安橙子（平安直通银行）账户整合打通；启动试点版面“千人千面”风格，实\\r\\n现不同客层定制专属版面；引入新的违章缴费等生活服务功能，同时为方便客户购买本行爆款理财\\r\\n产品，创新推出爆款理财产品聚合页功能，客户无需下载，在线注册开户即可完成产品购买，\\r\\n并支持微信或其他社交化工具的分享。截至报告期末，口袋银行累计用户数万户，较年初\\r\\n翻倍增长。在年度和讯网“财经风云榜”年度奖项评选中，口袋银行荣获“商业银行科技创新\\r\\n、信用卡、汽车金融、消费金融等资产业务稳健增长\\r\\n信用卡业务继续保持快速稳健增长。截至报告期末，新增发卡万张，同比增长；\\r\\n流通卡量万张，较年初增长；总交易金额亿元，同比增长；贷款\\r\\n余额亿元，较年初增长。本行信用卡不良率为，较年初下降个百分点，\\r\\n组合风险趋势持续向好。\\r\\n创新及品牌获得认可，客户体验持续提升。信用卡创新及品牌获得权威机构及市场认可，其中\\r\\n“信用卡实时授权决策系统项目”获中国人民银行“科技创新发展三等奖”、前海优秀金融创新案\\r\\n例大奖，“平安由你卡社会媒体整合传播推广”获中国广告长城奖年度营销大奖、获《投资者报》\\r\\n年度最佳创新信用卡银行大奖。信用卡客户满意度提升至分，位于同业前列，（客户推荐指\\r\\n创新综合金融模式，助力客户迁徙及资产提升。加强与集团内各专业公司获客合作，年\\r\\n月起，金管家联名卡、汽车之家联名卡陆续上线，助力集团客户迁徙。年信用卡新增发卡中，\\r\\n集团交叉销售渠道获客占新增卡量的比例约。推动信用卡客户向银行零售迁徙，信用卡客户\\r\\n中持有借记卡的比例达，同比增长个百分点。同时，开展保险交叉销售，不断满足客户\\r\\n个性化的保险需求，年保险交叉销售收入同比增长。\\r\\n加强移动互联建设，推动互联网经营与获客。持续推动网络渠道获客与传统渠道客户化，\\r\\n年网络渠道发卡同比增长，化进件占比达以上。打造客户移动经营平台，月信用卡\\r\\n上线至今，累计登录用户量近万，活跃用户量行业前三（数据来源：）。拓宽\\r\\n线上支付渠道，云闪付、、等移动支付方式全覆盖，打造“购爱星期三”\\r\\n等网购五折活动，助力网络交易金额提升，全年网络消费金额亿元，同比提升。\\r\\n组合风险趋势持续向好，新旧户指标得到优化，得益于更全面精准的风险评分模型、更科学的\\r\\n风险管理手段以及资产清收效率的全面提升。截至年末，新户发卡品质指标“新户发卡后个\\r\\n月时逾期天以上客户金额占比”继续下降，年平均金额同比下降个百分点，存量客户\\r\\n风险指标新进不良比例较年初下降个百分点。另一方面，通过优化催收策略和提高催收管理能\\r\\n力，不良资产清收能力继续提升，年全年信用卡不良回收金额同比提升。组合风险水平\\r\\n可控，收益可覆盖风险。\\r\\n年末，全行汽车贷款余额亿元，较年初增长。全年累计新发放贷款\\r\\n亿元、较上年增长；市场份额继续保持领先地位。\\r\\n业务审批效率持续提升，客户服务体验进一步优化。本行通过产品创新']\n",
      "['000001_2016.0', '000004_2016.0', '000005_2016.0', '000007_2016.0', '000008_2016.0']\n"
     ]
    }
   ],
   "source": [
    "list_ctHandle, list_stkcd = get_frame()\n",
    "print(list_ctHandle[:1])  # 文章篇数\n",
    "print(list_stkcd[:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'同时', '哇', '万一', '往', '望', '为', '为何', '为了', '为什么', '为着', '喂', '嗡嗡', '我', '我们', '呜', '呜呼', '乌乎', '无论', '无宁', '毋宁', '嘻', '吓', '相对而言', '像', '向', '向着', '嘘', '呀', '焉', '沿', '沿着', '要', '要不', '要不然', '要不是', '要么', '要是', '也', '也罢', '也好', '一', '一般', '一旦', '一方面', '一来', '一切', '一样', '一则', '依', '依照', '矣', '以', '以便', '以及', '以免', '以至', '以至于', '以致', '抑或', '因', '因此', '因而', '因为', '哟', '用', '由', '由此可见', '由于', '有', '有的', '有关', '有些', '又', '于', '于是', '于是乎', '与', '与此同时', '与否', '与其', '越是', '云云', '哉', '再说', '再者', '在', '在下', '咱', '咱们', '则', '怎', '怎么', '怎么办', '怎么样', '怎样', '咋', '照', '照着', '者', '这', '这边', '这儿', '这个', '这会儿', '这就是说', '这里', '这么', '这么点儿', '这么些', '这么样', '这时', '这些', '这样', '正如', '吱', '之', '之类', '之所以', '之一', '只是', '只限', '只要', '只有', '至', '至于', '诸位', '着', '着呢', '自', '自从', '自个儿', '自各儿', '自己', '自家', '自身', '综上所述', '总的来看', '总的来说', '总的说来', '总而言之', '总之', '纵', '纵令', '纵然', '纵使', '遵照', '作为', '兮', '呃', '呗', '咚', '咦', '喏', '啐', '喔唷', '嗬', '嗯', '嗳', '~', '!', '.', ':', '\"', \"'\", '(', ')', '*', 'A', '白', '社会主义', '--', '..', '>>', '[', ']', '', '<', '>', '/', '\\\\', '|', '-', '_', '+', '=', '&', '^', '%', '#', '@', '`', ';', '$', '（', '）', '——', '—', '￥', '·', '...', '‘', '’', '〉', '〈', '…', '', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '０', '１', '２', '３', '４', '５', '６', '７', '８', '９', '二', '三', '四', '五', '六', '七', '八', '九', '零', '＞', '＜', '＠', '＃', '＄', '％', '︿', '＆', '＊', '＋', '～', '｜', '［', '］', '｛', '｝', '啊哈', '啊呀', '啊哟', '挨次', '挨个', '挨家挨户', '挨门挨户', '挨门逐户', '挨着', '按理', '按期', '按时', '按说', '暗地里', '暗中', '暗自', '昂然', '八成', '白白', '半', '梆', '保管', '保险', '饱', '背地里', '背靠背', '倍感', '倍加', '本人', '本身', '甭', '比起', '比如说', '比照', '毕竟', '必', '必定', '必将', '必须', '便', '别人', '并非', '并肩', '并没', '并没有', '并排', '并无', '勃然', '不', '不必', '不常', '不大', '不但...而且', '不得', '不得不', '不得了', '不得已', '不迭', '不定', '不对', '不妨', '不管怎样', '不会', '不仅...而且', '不仅仅', '不仅仅是', '不经意', '不可开交', '不可抗拒', '不力', '不了', '不料', '不满', '不免', '不能不', '不起', '不巧', '不然的话', '不日', '不少', '不胜', '不时', '不是', '不同', '不能', '不要', '不外', '不外乎', '不下', '不限', '不消', '不已', '不亦乐乎', '不由得', '不再', '不择手段', '不怎么', '不曾', '不知不觉', '不止', '不止一次', '不至于', '才', '才能', '策略地', '差不多', '差一点', '常', '常常', '常言道', '常言说', '常言说得好', '长此下去', '长话短说', '长期以来', '长线', '敞开儿', '彻夜', '陈年', '趁便', '趁机', '趁热', '趁势', '趁早', '成年', '成年累月', '成心', '乘机', '乘胜', '乘势', '乘隙', '乘虚', '诚然', '迟早', '充分', '充其极', '充其量', '抽冷子', '臭', '初', '出', '出来', '出去', '除此', '除此而外', '除此以外', '除开', '除去', '除却', '除外', '处处', '川流不息', '传', '传说', '传闻', '串行', '纯', '纯粹', '此后', '此中', '次第', '匆匆', '从不', '从此', '从此以后', '从古到今', '从古至今', '从今以后', '从宽', '从来', '从轻', '从速', '从头', '从未', '从无到有', '从小', '从新', '从严', '从优', '从早到晚', '从中', '从重', '凑巧', '粗', '存心', '达旦', '打从', '打开天窗说亮话', '大', '大不了', '大大', '大抵', '大都', '大多', '大凡', '大概', '大家', '大举', '大略', '大面儿上', '大事', '大体', '大体上', '大约', '大张旗鼓', '大致', '呆呆地', '带', '殆', '待到', '单', '单纯', '单单', '但愿', '弹指之间', '当场', '当儿', '当即', '当口儿', '当然', '当庭', '当头', '当下', '当真', '当中', '倒不如', '倒不如说', '倒是', '到处', '到底', '到了儿', '到目前为止', '到头', '到头来', '得起', '得天独厚', '的确', '等到', '叮当', '顶多', '定', '动不动', '动辄', '陡然', '都', '独', '独自', '断然', '顿时', '多次', '多多', '多多少少', '多多益善', '多亏', '多年来', '多年前', '而后', '而论', '而又', '尔等', '二话不说', '二话没说', '反倒', '反倒是', '反而', '反手', '反之亦然', '反之则', '方', '方才', '方能', '放量', '非常', '非得', '分期', '分期分批', '分头', '奋勇', '愤然', '风雨无阻', '逢', '弗', '甫', '嘎嘎', '该当', '概', '赶快', '赶早不赶晚', '敢', '敢情', '敢于', '刚', '刚才', '刚好', '刚巧', '高低', '格外', '隔日', '隔夜', '个人', '各式', '更', '更加', '更进一步', '更为', '公然', '共', '共总', '够瞧的', '姑且', '古来', '故而', '故意', '固', '怪', '怪不得', '惯常', '光', '光是', '归根到底', '归根结底', '过于', '毫不', '毫无', '毫无保留地', '毫无例外', '好在', '何必', '何尝', '何妨', '何苦', '何乐而不为', '何须', '何止', '很', '很多', '很少', '轰然', '后来', '呼啦', '忽地', '忽然', '互', '互相', '哗啦', '话说', '还', '恍然', '会', '豁然', '活', '伙同', '或多或少', '或许', '基本', '基本上', '基于', '极', '极大', '极度', '极端', '极力', '极其', '极为', '急匆匆', '即将', '即刻', '即是说', '几度', '几番', '几乎', '几经', '既...又', '继之', '加上', '加以', '间或', '简而言之', '简言之', '简直', '见', '将才', '将近', '将要', '交口', '较比', '较为', '接连不断', '接下来', '皆可', '截然', '截至', '藉以', '借此', '借以', '届时', '仅', '仅仅', '谨', '进来', '进去', '近', '近几年来', '近来', '近年来', '尽管如此', '尽可能', '尽快', '尽量', '尽然', '尽如人意', '尽心竭力', '尽心尽力', '尽早', '精光', '经常', '竟', '竟然', '究竟', '就此', '就地', '就算', '居然', '局外', '举凡', '据称', '据此', '据实', '据说', '据我所知', '据悉', '具体来说', '决不', '决非', '绝', '绝不', '绝顶', '绝对', '绝非', '均', '喀', '看', '看来', '看起来', '看上去', '看样子', '可好', '可能', '恐怕', '快', '快要', '来不及', '来得及', '来讲', '来看', '拦腰', '牢牢', '老', '老大', '老老实实', '老是', '累次', '累年', '理当', '理该', '理应', '历', '立', '立地', '立刻', '立马', '立时', '联袂', '连连', '连日', '连日来', '连声', '连袂', '临到', '另方面', '另行', '另一个', '路经', '屡', '屡次', '屡次三番', '屡屡', '缕缕', '率尔', '率然', '略', '略加', '略微', '略为', '论说', '马上', '蛮', '满', '没', '没有', '每逢', '每每', '每时每刻', '猛然', '猛然间', '莫', '莫不', '莫非', '莫如', '默默地', '默然', '呐', '那末', '奈', '难道', '难得', '难怪', '难说', '内', '年复一年', '凝神', '偶而', '偶尔', '怕', '砰', '碰巧', '譬如', '偏偏', '乒', '平素', '颇', '迫于', '扑通', '其后', '其实', '奇', '齐', '起初', '起来', '起首', '起头', '起先', '岂', '岂非', '岂止', '迄', '恰逢', '恰好', '恰恰', '恰巧', '恰如', '恰似', '千', '千万', '千万千万', '切', '切不可', '切莫', '切切', '切勿', '窃', '亲口', '亲身', '亲手', '亲眼', '亲自', '顷', '顷刻', '顷刻间', '顷刻之间', '请勿', '穷年累月', '取道', '去', '权时', '全都', '全力', '全年', '全然', '全身心', '然', '人人', '仍', '仍旧', '仍然', '日复一日', '日见', '日渐', '日益', '日臻', '如常', '如此等等', '如次', '如今', '如期', '如前所述', '如上', '如下', '汝', '三番两次', '三番五次', '三天两头', '瑟瑟', '沙沙', '上', '上来', '上去']\n"
     ]
    }
   ],
   "source": [
    "stopwords = [ w.strip() for w in codecs.open('./data/stopWord.txt', 'r', encoding='utf-8') ]\n",
    "print(stopwords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 分词      \n",
    "def is_chinese(uchar):\n",
    "    \"\"\"\n",
    "    判断给定字符（串）是否为汉字，返回True或False\n",
    "    :param uchar:\n",
    "    :return:  True or False\n",
    "    \"\"\"\n",
    "    if uchar >= u'\\u4e00' and uchar <= u'\\u9fa5':\n",
    "        return True\n",
    "    else:\n",
    "        return False\n",
    "\n",
    "\n",
    "def cut_words(eachTxt, n=1):\n",
    "    \"\"\"\n",
    "    利用jieba切词（只保留中文词语），传入一段中文文本，结果返回该文本的切词结果（列表形式）\n",
    "    :param eachTxt: 文本字符串\n",
    "    :param n: 保留词的长度，默认为1，即分词仅保留超过1的部分\n",
    "    :return: 分词列表\n",
    "    \"\"\"\n",
    "    words = psg.cut(eachTxt)\n",
    "    words_list = []\n",
    "    for w in words:\n",
    "        flag = True\n",
    "        for i in range(len(w.word)):\n",
    "            if not is_chinese(w.word[i]) or w.word in stopwords:\n",
    "                flag = False\n",
    "                break\n",
    "        if flag and len(w.word) > n:\n",
    "            words_list.append(w.word)\n",
    "    return words_list\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\vip\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.722 seconds.\n",
      "Prefix dict has been built succesfully.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['国家 积极 推动 供给 结构性 改革 改革 初步 取得成效 国内 经济 稳中有进 央行 继续 实施 稳健 货币政策 调控 工具 更趋 灵活 宏观 审慎 管理 架构 不断完善 适应 外部 经济 形势 积极 谋求 转型 制定 全面 零售 银行 转型 战略目标 打造 社交 媒体 客户端 应用 远程 服务 团队 智能 账户 核心 智能化 移动 专业化 零售 银行 服务 坚持 三化 行业 专业化 投行 资产 资本 对公 业务 经营 思路 促进 公司 同业 发展 实施 公私 联动 零售 业务 发展 提供 配套 支持 金融时报 主办 中国 金融机构 金牌榜 金龙奖 评选 本行 连续 三年 荣获 年度 最佳 股份制 银行 大奖 蝉联 年度 十佳 互联网 金融 创新 银行 奖项 经济 观察报 主办 中国 卓越 金融 评选 本行 荣获 年度 卓越 零售 银行 奖项 本行 先后 获得 中国 企业 未来 新兴 银行 第十六届 中国 上市公司 百强 高峰论坛 中国 百强 企业 创新 企业 第十二届 中国 上市公司 董事会 圆桌 优秀 董事会 荣誉 全行 经营 情况 具有 以下 特点 规模 平稳 增长 收益 保持 稳健 年末 本行 资产 总额 亿元 年初 增长 存款 基础 不断 夯实 期末 吸收 存款 余额 亿元 年初 增加 亿元 增幅 存款 结构 持续 优化 活期存款 保证金 日均 余额 比较 上年 提升 百分点 本行 适应 市场 变化 积极 营销 优质 项目 贷款 领先 市场 发放贷款 垫款 总额 贴现 亿元 年初 增幅 实现 营业 收入 亿元 同比 增长 利息 净收入 亿元 同比 主要 来自 信用卡 理财 手续费 收入 增加 准备 营业 利润 亿元 同比 增长 净利润 亿元 同比 增长 盈利 能力 保持稳定 经营 效率 持续 优化 成本 收入 同比 下降 百分点 实施 改增 影响 利差 息差 保持稳定 本行 净利 息差 深化改革 创新 打造 智能化 零售 银行 本行 继续 深化 零售 事业部制 改革 客户 迁徙 科技 创新 加速 打造 具有 平安 特色 智能 年末 本行 零售 客户 数万户 年初 增长 管理 客户 资产 增长 期末余额 亿元 年初 增幅 零售 贷款 信用卡 小企业 贷款 余额 亿元 年初 增长 信用卡 流通 数万户 年初 增长 信用 卡总 交易 金额 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货币 单位 人民币 百万元 贷款 百分点 住房 按揭 贷款 百分点 信用卡 应收 账款 百分点 发放贷款 垫款 总额 百分点 包括 新一 持证 抵押 消费 小额 消费 贷款 保证 质押 消费 贷款 报告 期末 本行 不良贷款 率较 年初 上升 百分点 公司 贷款 不良率 年初 上升 百分点 零售 贷款 不良率 年初 下降 百分点 信用卡 应收 账款 不良率 年初 下降 百分 公司 不良贷款 上升 主要 宏观经济 影响 本行 部分 民营 中小企业 低端 制造业 企业 面临 经营不善 利润 下滑 融资 困难 问题 导致 企业 出现 资金 紧张 断裂 无力 还款 情况 零售 贷款 方面 本行 积极 调整 汽车贷款 业务 结构 适度 调整 风险 准入 政策 深入 运用 科学 风险 计量 工具 外部 数据 提高 风险 识别 能力 整体 风险 稳定 可控 本行 进一步 调整 住房 按揭 贷款 客群 结构 加大 优质 客户 投放 力度 有效 提升 发放贷款 质量 按揭 贷款 不良率 维持 水平 本行 主动 调整 经营性 贷款 业务 经营策略 创新 产品 手段 运用 多种 信贷 科技 管理工具 持续 调整 业务 结构 产品组合 提升 客户 层级 有效 控制 新增 业务 风险 零售 贷款 整体 本行 贯彻 流程 信用卡 业务 风险管理 理念 充分利用 量化 工具 有效 管控 风险 应用 评分 模型 科学 工具 全面 优化 风险 管理策略 加大 优质 客户 有效 改善 新户 获客 结构 提高 新户 获客 品质 存量 客户 余额 结构 进行 有效 调整 确保 组合 持续 发展 优化 催收 策略 提高 催收 管理 能力 不良资产 清收 能力 有效 提升 预计 未来 信用卡 组合 资产 风险 水平 持续 平稳 可控 收益 覆盖 风险 政府 融资 平台 贷款 情况 年末 本行 政府 融资 平台 整改 公司 贷款 平台 管理 贷款 贷款 余额 亿元 年初 增幅 各项 贷款 余额 比例 年初 下降 百分点 分类 口径 本行 整改 公司 贷款 余额 亿元 各项 贷款 余额 比例 平台 管理 贷款 余额 亿元 各项 贷款 余额 比例 本行 着力 调整 平台 贷款 结构 绝大部分 平台 贷款 省级 省会 城市 平台 贷款 本行 平台 贷款 良好 目前 不良贷款 贷款 减值 准备 变动 情况 本行 借款人 还款 能力 贷款 本息 偿还 情况 抵押 质押 合理 价值 担保人 实际 担保 能力 本行 贷款 管理 情况 因素 分析 五级 分类 情况 结合 风险 程度 回收 可能性 未来 现金流 现值 个别 组合 形式 利润表 合理 提取 贷款 减值 损失 货币 单位 人民币 百万元 收回 核销 贷款 处置 资产 转出 贷款 折现 价值 上升 导致 减少 全额 计提 拨备 不良贷款 符合 核销 认定 条件 相关 核销 程序 进行 核销 销后 贷款 销案 继续 清收 原则 进行 管理 经营 单位 继续 负责 核销 贷款 清收 处置 收回 核销 贷款 扣收 本行 垫付 贷款人 承担 诉讼费用 剩余 部分 先抵 贷款 再抵 欠息 属于 贷款 本金 部分 增加 本行 贷款 减值 准备 收回 利息 费用 增加 当期 利息 本行 贯彻 中国 银监会 绿色 信贷 指引 原则 制定 平安 银行 绿色 信贷 指引 执行 绿色 信贷 分类管理 国际 领先 银行 执行 赤道 原则 普遍 做法 配置 信贷 资源 加大 经济 经济 节能 减排 绿色 经济 支持 力度 限制 介入 严格控制 符合国家 环保 产业政策 行业 本行 制定 平安 银行 风险 政策 指引 高一 行业 落后 产能 授信 实行 组合 管理 合理 控制 信贷 规模 继续 严控 高一 行业 信贷 投放 贷款 逐步 下降 严格控制 高耗能 高污染 业务 风险 严防 过剩 行业 风险 推动 化解 产能 过剩 支持 扩大 有效 需求 支持 企业 推进 企业 兼并 重组 加大 退出 保全 力度 实现 消化 一批 转移 一批 整合 一批 淘汰 一批 优化 信贷 结构 严守 国家 行业 政策 合规 底线 实行 严格 授信 目录 管理 政策 属于 产业 结构调整 指导 目录 淘汰 项目 环保 违法 项目 符合国家 节能 减排 政策 规定 国家 要求 淘汰 落后 产能 违规 项目 提供 形式 新增 授信 已有 授信 采取 妥善 措施 确保 债权 安全 收回 高污染 高耗能 行业 采取 严格 名单 管理 逐步 压缩 调整 高一 授信 力争 稳步 提升 绿色 信贷 投放 本行 结合 国家 十三 规划 银监会 绿色 信贷 指引 本行 重点 战略 要求 明确 本行 关注 绿色 信贷业务 边界 包括 节能 环保 制造 服务行业 清洁 能源行业 新能源 汽车行业 建筑行业 提出 目标 客户 授信 方案 指引 成立 绿色 能源 业务 中心 专营 创新 基础 推动 全行 新能源 领域 客户 策略 整体 产品 方案设计 客户 提供 专业化 综合 金融服务 加大 产业 升级 方向 先进 制造业 成长 前景 明确 新兴产业 支持 力度 积极支持 节能 减排 技术创新 技术改造 技术 服务 产品 推广 促进 绿色 信贷 投放 稳步 有序 提升 本行 不断完善 绿色 信贷 专项 统计 制度 进一步 明确 本行 绿色 信贷 统计 口径 全行 支持 节能 排和 淘汰 落后 产能 信贷 情况 进行 动态 监控 定期 专项 统计 核查 环保 信息 纳入 信贷 流程 管理 本行 定期 组织 绿色 信贷 实施 情况 自评 工作 全行 绿色 信贷 组织 管理 政策 制度 能力 建设 流程 管理 内控 管理 信息 披露 监督 检查 方面 定期 开展 绿色 信贷 自我 评估 落实 激励 约束 措施 结合 现场 监管 现场 检查 情况 全面 评估 绿色 信贷 成效 相关 法律法规 评估 评级 业务 准入 人员 履职 评价 重要依据 确保 绿色 信贷 持续 有效 开展 加快 建立 绿色 信贷 考核 评问 体系 奖惩 机制 本行 完善 绿色 信贷 环保 信息 沟通 披露 机制 组织 学习 全行 优秀 绿色 信贷 案例 加强 绿色 信贷 价值 导向 宣导 工作 确保 绿色 信贷 持续 有效 开展 主要 业务 讨论 分析 本行 继续 深化 零售 事业部制 改革 客户 迁徙 科技 创新 加速 打造 平安 特色 智能化 零售 银行 报告 期末 零售 存款 余额 年初 持平 零售 贷款 信用卡 余额 增长 管理 客户 资产 快速增长 期末余额 亿元 年初 增长 客户 快速增长 迁徙 获客 工作 成效显著 客户服务 持续 提升 客户 增长 迅速 客户 结构 持续 优化 报告 期末 零售 客户 数万户 年初 增长 财富 以上 客户 私财 客户 私行 达标 客户 分别 万户 万户 年初 结算 客户 数万户 年初 增长 本行 继续 发挥 集团 银行 内外部 资源优势 建立 集团 客户 行内 小微 代发 信用卡 客户 融和 消费 金融 客户 迁徙 平台 迁徙 平台 贡献 入行 客户 万户 全行 新增 客户 贡献 新增 财富 客户 贡献 新增 资产 贡献 本行 客户 中心 经营 理念 倾听 客户 不断 提升 客户 体验 发布 中国 零售 银行 客户 满意度 调研 报告 荣获 零售 银行 客户 满意度 第二名 私行 财富 网络 金融 渠道 快速 发展 本行 继续 深化 零售 改革 建立 全新 私行 财富 客户 事业部 以下 简称 私财 事业 转型 私财 事业部 围绕 客群 经营 集团 综合 金融 数据 平台 高度 移动 基础 搭建 智能化 经营 平台 精准 客群 细分 开放式 综合 金融 产品 超市 全面 全球 资产 配置 满足 客户 非金融 需求 金融 服务平台 实现 客户 智能化 经营 建立 平安 零售 智能 改变 平安 银行 真的 核心 价值 主张 成为 客户 智慧 金融 伙伴 智能化 爱新客 分层 分流 平台 一期 成功 上线 结合 数据 平台 累计 网点 推送 潜力 私财 万名 促进 私财 客户 增长 万名 资产 增长 亿元 爆款 产品 实时 智能 购买 平台 升级 上线 提供 页面 一键 购买 功能 搭建 社交 媒体 客户端 应用 程序 远程 服务 团队 拓展 业务 模式 私财 事业部 进一步 落实 财富 管理 资产 管理 投行 产品 体系 加强 集团 子公司 沟通 协作 进一步 丰富 产品线 满足 新客 存量 客户 产品 供应 制定 针对 渠道 迁徙 客户 产品 落实 推广 全权 委托 家族 传承 业务 起步 稳定增长 本行 全面 布局 零售 业务 转型 客户 中心 成为 客户 金融 管家 生活 助手 加快 平台 建设 科技 逐步 助推 智能 银行 体验 口袋 银行 采取 敏捷 开发 模式 快速 推进 版本 迭代 方式 不断 优化 客户 体验 完善 流程 功能 全面 推进 移动 工程建设 强化 经营 营销 能力 推动 口袋 银行 金融 具向 运营 平台 转变 报告 期内 口袋 银行 开放 类户 注册 功能 支持 客户 绑定 行卡 注册 成为 本行 客户 实现 平安 橙子 平安 直通 银行 账户 整合 打通 启动 试点 版面 千面 风格 客层 定制 专属 版面 引入 违章 缴费 生活 服务 功能 方便 客户 购买 本行 爆款 理财 产品 创新 推出 爆款 理财产品 聚合 功能 客户 无需 下载 在线 注册 开户 即可 完成 产品 购买 支持 微信 社交 工具 分享 报告 期末 口袋 银行 累计 用户 数万户 年初 翻倍 增长 年度 和讯网 财经 风云榜 年度 奖项 评选 口袋 银行 荣获 商业银行 科技 创新 信用卡 汽车 金融 消费 金融 资产 业务 稳健 增长 信用卡 业务 继续 保持 快速 稳健 增长 报告 期末 新增 发卡 万张 同比 增长 流通 卡量 万张 年初 增长 交易 金额 亿元 同比 增长 贷款 余额 亿元 年初 增长 本行 信用卡 不良率 年初 下降 百分点 组合 风险 趋势 持续 创新 品牌 获得 认可 客户 体验 持续 提升 信用卡 创新 品牌 获得 权威机构 市场 认可 信用卡 实时 授权 决策 系统 项目 中国人民银行 科技 创新 发展 三等奖 优秀 金融 创新 大奖 平安 社会 媒体 整合 传播 推广 中国 广告 长城 年度 营销 大奖 投资者 年度 最佳 创新 信用卡 银行 大奖 信用卡 客户 满意度 提升 至分 位于 同业 前列 客户 推荐 创新 综合 金融 模式 助力 客户 迁徙 资产 提升 加强 集团 专业 公司 获客 合作 管家 联名卡 汽车 联名卡 陆续 上线 助力 集团 客户 迁徙 信用卡 新增 发卡 集团 交叉 销售 渠道 获客 新增 卡量 比例 推动 信用卡 客户 银行 零售 迁徙 信用卡 客户 持有 借记卡 比例 同比 增长 百分点 开展 交叉 销售 不断 满足 客户 个性化 需求 交叉 销售收入 同比 增长 加强 移动 互联 建设 推动 互联网 经营 获客 持续 推动 网络 渠道 获客 传统 渠道 客户 网络 渠道 发卡 同比 增长 化进件 比达 以上 打造 客户 移动 经营 平台 信用卡 上线 至今 累计 登录 用户量 活跃 用户量 行业 数据 来源 拓宽 支付 渠道 闪付 移动 支付 方式 覆盖 打造 购爱 星期三 五折 活动 助力 网络 交易 金额 提升 网络 消费 金额 亿元 同比 提升 组合 风险 趋势 持续 新旧 指标 得到 优化 得益于 全面 精准 风险 评分 模型 科学 风险管理 手段 资产 清收 效率 全面 提升 年末 新户 发卡 品质 指标 新户 发卡 后个 逾期 以上 客户 金额 继续 下降 平均 金额 同比 下降 百分点 存量 客户 风险 指标 不良 比例 年初 下降 百分点 优化 催收 策略 提高 催收 管理 不良资产 清收 能力 继续 提升 信用卡 不良 回收 金额 同比 提升 组合 风险 水平 可控 收益 覆盖 风险 年末 全行 汽车贷款 余额 亿元 年初 增长 累计 发放贷款 亿元 上年 增长 市场份额 继续 保持 领先地位 业务 审批 效率 持续 提升 客户服务 体验 进一步 优化 本行 产品 创新 \\n']\n"
     ]
    }
   ],
   "source": [
    "segs = []\n",
    "for i in range(len(list_ctHandle)):\n",
    "    terms = cut_words(list_ctHandle[i])  # 分词\n",
    "    terms.append('\\n')\n",
    "    segs.append(\" \".join(terms))\n",
    "print(segs[:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('公司', 0.11114553144911851), ('万元', 0.03920564001273856), ('期内', 0.03711284910579426), ('营业', 0.0369545925386118), ('主要', 0.03635958218593009), ('产品', 0.034250244594964147), ('项目', 0.03224079675447896), ('业务', 0.03195757638566409), ('经营', 0.031861818389739296), ('报告', 0.031603430028903076), ('发展', 0.02838780944673791), ('情况', 0.02715936595038842), ('收入', 0.027090872805719864), ('行业', 0.02662800099770621), ('有限公司', 0.026335377747136204), ('现金流量', 0.023708329838527692), ('投资', 0.023455748600482062), ('研发', 0.02298762378872288), ('销售', 0.022827975815896077), ('上年', 0.022035343140684536), ('管理', 0.02181509706700267), ('本期', 0.021299690512007093), ('增加', 0.021292179633799757), ('市场', 0.02090821820134062), ('企业', 0.02050444935981357), ('实现', 0.020325476358569402), ('成本', 0.020109476481838667), ('提升', 0.019674904120584622), ('年度', 0.019565284634757305), ('净额', 0.018650205504616373), ('报告期', 0.018507608224479305), ('客户', 0.018443344228075236), ('子公司', 0.018399782046560426), ('增长', 0.018309292452726555), ('同比', 0.018304033589920173), ('生产', 0.018156096070122564), ('资产', 0.016985615394699675), ('活动', 0.016622601174659586), ('建设', 0.016215148325946515), ('所致', 0.016104136269404136), ('股权', 0.01593581658076546), ('亿元', 0.015517328729925974), ('减少', 0.015189957911290877), ('技术', 0.015116925085157185), ('服务', 0.01506476866052486), ('同期', 0.014600101522705421), ('期末', 0.014526020976982657), ('变动', 0.014476512257079445), ('五名', 0.013983045538651801), ('推进', 0.013925237259590469), ('采购', 0.013723034105550671), ('主营业务', 0.013563211379373302), ('分析', 0.013445807507711242), ('供应商', 0.01335735794976395), ('重大', 0.013222413302904018), ('产业', 0.013006405488607523), ('产生', 0.012934546372004445), ('资金', 0.012848576300339656), ('原因', 0.012750800597076999), ('金额', 0.012704163635341405), ('开发', 0.012116901419270456), ('比例', 0.01181514377493458), ('采购额', 0.011785094749950868), ('创新', 0.011778180524149594), ('风险', 0.011446503255432557), ('持续', 0.011434115215368575), ('现金', 0.011276096696282366), ('完成', 0.011224130401468567), ('投入', 0.011102262181458147), ('净利润', 0.011008043072658277), ('相关', 0.010918196809655705), ('战略', 0.010913186413483418), ('加强', 0.010681297707185523), ('影响', 0.010618723731786225), ('优化', 0.010602901343145713), ('工作', 0.01034788942499156), ('说明', 0.010205573733080332), ('提高', 0.010100520005791567), ('能力', 0.010003338631221045), ('运营', 0.009772124438768244), ('下降', 0.009737940840229779), ('总额', 0.009715317366650267), ('募集', 0.009651201698325786), ('进一步', 0.009461218785657597), ('品牌', 0.009400655930873126), ('国家', 0.009219549239902505), ('人民币', 0.009180838422438165), ('转型', 0.009071223320684683), ('模式', 0.009010399964702761), ('平台', 0.008992914309000068), ('积极', 0.008986571345938218), ('优势', 0.008510416196175883), ('升级', 0.008465397214703142), ('工程', 0.00835206076888462), ('领域', 0.00832478985483045), ('销售额', 0.00806948853533457), ('环保', 0.008000069565358014), ('国内', 0.007990102490927391), ('拓展', 0.007960363942241287), ('利润', 0.00791640851466864)]\n"
     ]
    }
   ],
   "source": [
    "# tfidf\n",
    "content = \"\".join(segs)\n",
    "tfidf_words = analyse.extract_tags(content, topK=100, withWeight=True)\n",
    "print(tfidf_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('公司', 1.0), ('产品', 0.2725160675975332), ('项目', 0.2538682659358958), ('发展', 0.2524582696223281), ('有限公司', 0.22076414966932265), ('市场', 0.21892903931352112), ('业务', 0.21034061737828205), ('投资', 0.19270095868765494), ('情况', 0.18992596048553717), ('行业', 0.18913230187358612), ('经营', 0.18143388793744025), ('管理', 0.1702439382467502), ('企业', 0.16869229039631783), ('生产', 0.15688979066421546), ('营业', 0.15115917691309388), ('销售', 0.14895142205073628), ('报告', 0.14269708063060252), ('实现', 0.13791393134025212), ('收入', 0.13344937668086776), ('技术', 0.12688552065920333), ('建设', 0.1237897390510257), ('提升', 0.12157929751946922), ('增加', 0.1188215118058248), ('服务', 0.10724817165514125), ('成本', 0.10605768121293581), ('增长', 0.10358383653825912), ('活动', 0.09678792280789876), ('资产', 0.09625670497525969), ('子公司', 0.09282041242600833), ('资金', 0.0912470679081972), ('工作', 0.08769165395256573), ('股权', 0.08756547050781802), ('开发', 0.08752844767101021), ('客户', 0.08577044469554906), ('完成', 0.08415679618828083), ('推进', 0.08227877792117688), ('年度', 0.08165314992399388), ('影响', 0.08122482040481505), ('产业', 0.08074183829229484), ('中国', 0.07991862011388493), ('国家', 0.07837474723758604), ('分析', 0.07792561912338195), ('提高', 0.07761325351790041), ('风险', 0.07749444514130804), ('相关', 0.07594002081063655), ('进行', 0.07593237015730306), ('创新', 0.07347560831542156), ('产生', 0.07240381111113149), ('加强', 0.07022075762162033), ('能力', 0.06942080008744296), ('减少', 0.06622233544875614), ('战略', 0.06465203981860627), ('品牌', 0.061738923915539645), ('方面', 0.06090983807522132), ('工程', 0.060632482940836153), ('比例', 0.0600825656208214), ('采购', 0.06007449138631533), ('经济', 0.0600681603671339), ('集团', 0.05966509269992486), ('原因', 0.05943607230277422), ('现金流量', 0.0584995288139875), ('领域', 0.058334373784581284), ('政策', 0.058290531896050546), ('平台', 0.056692351287455374), ('国际', 0.056369325205645866), ('报告期', 0.05444158493110641), ('系统', 0.054425256571223914), ('优化', 0.054306190730129295), ('实施', 0.05427853988953262), ('模式', 0.053907525827337814), ('金额', 0.053740441891192724), ('继续', 0.05370220274861634), ('股份', 0.05337438579774439), ('需求', 0.05316187450776627), ('上海', 0.05296355653510679), ('优势', 0.05228680760824984), ('主营业务', 0.05188924331513667), ('调整', 0.05172233995797673), ('运营', 0.051430799165242666), ('控制', 0.05107891149568379), ('提供', 0.050055755319897456), ('说明', 0.049313952089117055), ('变动', 0.04879991412435779), ('设备', 0.048659886697957705), ('地区', 0.04860854581680447), ('资源', 0.04844393276743475), ('投入', 0.04762730553312321), ('科技', 0.04731449380419201), ('开展', 0.04730142765166224), ('下降', 0.04723950486301776), ('制造', 0.04722638453404956), ('结构', 0.04721526419249579), ('规模', 0.04671587317007452), ('汽车', 0.04634433849026783), ('加大', 0.04620801077389217), ('质量', 0.04616031004617362), ('募集', 0.04567305178566847), ('净额', 0.04564192762867624), ('加快', 0.04532128184477018), ('重点', 0.04530356699927172)]\n"
     ]
    }
   ],
   "source": [
    "# textrank\n",
    "content = \"\".join(segs)\n",
    "tr_words = analyse.textrank(content, topK=100, withWeight=True)\n",
    "print(tr_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# word2vec\n",
    "model = gensim.models.word2vec.Word2Vec.load('./model/word2vec')\n",
    "def predict_proba(oword, iword):\n",
    "    \"\"\"\n",
    "    计算某词对于模型中各个词的转移概率p(wk|wi)\n",
    "    \"\"\"\n",
    "    iword_vec = model[iword]  # 获取输入词的词向量\n",
    "    oword = model.wv.vocab[oword]   # 获取保存权重的词的词库\n",
    "    oword_l = model.trainables.syn1[oword.point].T\n",
    "    dot = np.dot(iword_vec, oword_l)\n",
    "    lprob = -sum(np.logaddexp(0, -dot) + oword.code*dot) \n",
    "    return lprob\n",
    "\n",
    "def keywords(s):\n",
    "    \"\"\"\n",
    "    各个词对于某词wi转移概率的乘积即为p(content|wi)，\n",
    "    如果p(content|wi)越大就说明在出现wi这个词的条件下，此内容概率越大，\n",
    "    那么把所有词的p(content|wi)按照大小降序排列，越靠前的词就越重要，越应该看成是本文的关键词。\n",
    "    \"\"\"\n",
    "    s = [w for w in s if w in model]  # 抽出s中和与训练的model重叠的词\n",
    "    ws = {w:sum([predict_proba(u, w) for u in s]) for w in s}\n",
    "    return Counter(ws).most_common()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3923223\n"
     ]
    }
   ],
   "source": [
    "import jieba\n",
    "list_words = []\n",
    "for i in range(len(segs)):\n",
    "    w = segs[i].split(' ')\n",
    "    for j in range(len(w)):\n",
    "        list_words.append(w[j])\n",
    "print(len(list_words))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:20: DeprecationWarning: Call to deprecated `__contains__` (Method will be removed in 4.0.0, use self.wv.__contains__() instead).\n",
      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: DeprecationWarning: Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n",
      "  import sys\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('授信', -84833.8111123692), ('业务', -84874.7588583759), ('主营业务', -85130.20707745303), ('租赁', -85252.52005891969), ('资产', -85257.87435349786), ('融资', -85340.54523315965), ('金融机构', -85411.82874737508), ('信贷业务', -85481.94681174737), ('信贷', -85517.32098200421), ('商业银行', -85772.25446743466), ('存量', -85873.1330381464), ('资本化', -85922.52633875124), ('投资', -86320.73097907187), ('资金', -86453.4529580741), ('企业', -86453.7568331238), ('规模', -86521.85831278953), ('非金融', -86578.26696757661), ('固定资产', -86600.3444377961), ('金融资产', -86693.27702727175), ('全行', -86701.57223187528), ('投资收益', -86707.49623261715), ('同业', -86749.62033207054), ('子公司', -86783.51902637354), ('不良资产', -86820.3083269466), ('股份制', -86879.69337123081), ('资金来源', -86880.24375327272), ('金融服务', -86940.6755289508), ('核算', -86955.88171720285), ('包销', -87060.8357761363), ('准备金', -87072.82264168723), ('合规', -87105.17656707317), ('管理', -87139.54326544475), ('并购', -87151.76073341588), ('经营', -87176.37420266273), ('国有', -87212.28499558667), ('重组', -87251.12449474167), ('发放贷款', -87251.77837568287), ('结算', -87288.91864438113), ('票据', -87295.0326055357), ('中小企业', -87309.20532552789), ('业务收入', -87348.78711493815), ('关联方', -87349.50773967094), ('运营', -87357.54797480359), ('增资', -87364.78049396569), ('上市公司', -87372.86578556517), ('银行', -87410.60868542515), ('金融', -87416.62828655326), ('贷款', -87464.29412824984), ('小微', -87497.61282986842), ('期内', -87500.64916983848), ('内外部', -87567.51407300548), ('开发', -87598.75004080423), ('评估', -87652.0167442047), ('新增', -87657.97947635852), ('支出', -87658.0290174817), ('现金流量', -87666.20545299498), ('兼并', -87701.29274503913), ('财务报表', -87714.30808297015), ('基金', -87723.83170326585), ('总额', -87756.34972542044), ('收益', -87826.12397746994), ('增值', -87851.38051467153), ('租赁业', -87859.9052424759), ('快速增长', -87872.52145107323), ('清收', -87902.043367596), ('财务报告', -87903.9793653042), ('机构', -87911.6078826241), ('托管', -87918.10274103284), ('内资', -87960.69726977777), ('现金流', -87964.27021501955), ('债券', -87979.83596066848), ('兑付', -88042.42564522625), ('风险管理', -88052.0608393372), ('财务', -88054.99300054087), ('风险', -88068.01788629028), ('第三方', -88077.43020727448), ('投资性', -88082.63677225294), ('现有', -88091.29809697323), ('交易', -88142.82714120994), ('产品组合', -88159.3134225589), ('业务管理', -88178.94733344481), ('盈利', -88182.19113430068), ('持续增长', -88184.83924219622), ('渠道', -88192.86766809336), ('房地产', -88204.57343351495), ('资本', -88244.64262548395), ('投资方', -88283.19862837372), ('审计', -88293.1860298376), ('间接', -88296.32849348919), ('评级', -88321.38197756636), ('标的', -88350.04450814564), ('监管', -88355.87168129753), ('建设期', -88372.59759425749), ('信用', -88376.62500059046), ('收支', -88382.13422682438), ('项目分析', -88383.75316030085), ('基建', -88398.82227885384), ('公司', -88400.86932735622), ('履约', -88402.42094270434), ('技术改造', -88409.97617992897)]\n"
     ]
    }
   ],
   "source": [
    "wv_words = keywords(list_words[:10000])\n",
    "print(wv_words[:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24097fa11d0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 构建词云\n",
    "matplotlib.rcParams['figure.figsize'] = (10.0, 6.0)\n",
    "wordcloud=WordCloud(font_path=\"./data/simhei.ttf\",background_color=\"black\",max_font_size=80)\n",
    "word_frequence = {tfidf_words[i][0]:tfidf_words[i][1] for i in range(len(tfidf_words))}\n",
    "wordcloud=wordcloud.fit_words(word_frequence)\n",
    "plt.imshow(wordcloud)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24098009f98>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "word_frequence = {tr_words[i][0]:tr_words[i][1] for i in range(len(tr_words))}\n",
    "wordcloud=wordcloud.fit_words(word_frequence)\n",
    "plt.imshow(wordcloud)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24098050668>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "word_frequence = {wv_words[i][0]:wv_words[i][1] for i in range(len(wv_words))}\n",
    "wordcloud=wordcloud.fit_words(word_frequence)\n",
    "plt.imshow(wordcloud)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
